Kuwguap is the founder of RAWPA, a penetration testing assistant that started as a passion project and ended up completely taking over his mind, and he wouldn't change it for anything. He has written about his initial mistakes and the madness that caused all the chaos, from rookie failures to bold decisions that opened the door to a new feature.
The wildest week started with beginner mistakes: misapplied configurations, forgotten firewall rules, and alerts that weren't reviewed in time. Those errors exposed limitations in development processes and infrastructure, but they also drove quick and creative solutions. The project evolved amid coffee, debugging at three in the morning, and accelerated learning.
Clear lessons emerged from the stumbles: automate testing, set up continuous integration pipelines, monitor with real telemetry, and document every change. These practices reduce risks and strengthen cybersecurity. At Q2BSTUDIO, we apply exactly these principles in custom software development and custom applications for clients who need secure and scalable solutions.
RAWPA's new feature integrates AI agents that automate reconnaissance and vulnerability prioritization tasks, and generates visual reports ready for Power BI. The use of artificial intelligence speeds up detection and reduces false positives, while integration with aws and azure cloud services facilitates secure and scalable deployments. This combination shows how artificial intelligence and cybersecurity can work together to deliver immediate value.
At Q2BSTUDIO, we are specialists in artificial intelligence, cybersecurity, and business intelligence services. We offer custom software development, custom applications, AI solutions for companies, and deployments on aws and azure cloud services. We design custom AI agents and power bi dashboards to turn data into operational decisions.
If your organization seeks to improve its response capability and protect critical assets, Q2BSTUDIO supports you from consulting to implementation. Our services include cybersecurity audits, artificial intelligence integration, custom software development, business intelligence services, and secure cloud migrations with aws and azure cloud services.
Passion projects like RAWPA remind us that mistakes are opportunities for improvement. With focus, automation, and support from an expert team like Q2BSTUDIO, those lessons turn into new features, greater resilience, and measurable results for the company
